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Comment by tracerbulletx

10 hours ago

I think this is pretty well established as far as neurologists are concerned and explains a lot of things. Like dreaming for instance.. just something like the model running without sensory input constraining it.

Always wondered if dreaming is some kind of daily memory consolidation function. Logged short-term/episodic memory being filtered and the important bits baked by replaying in a limited simulacrum.

  • There was once a neural network that used dreaming phases for regularisation. It would run in reverse on random data and whatever activated was down–weighted.

    • That's the wake sleep algorithm for undirected graphical models.

      Hinton had a course on Coursera around 2015 that covered a lot of pre NN deep learning. Sadly I don't think it's up anymore.

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Could you please give some sources - books or articles or videos on that topic? It's really fascinating